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= '''<span style="color:#800000"><span style="font-size:smaller">研究成果</span></span>''' =
'''<span style="font-family:微软雅黑; font-size:medium">Selected Paper</span>'''
<p style="text-align:center"><span style="font-family:Times New Roman,Times,serif"><span style="font-size:larger">2025</span></span></p>
#<span style="font-family:Times New Roman,Times,serif;"><span style="font-size:medium;">QIangqiang He, Shuwei Qian, Chongjun Wang. FastVDT: Fast Transformer with Optimized Attention Masks and Positional Encoding for Visual Dialogue[J]. '''''IET Computer Vision''''', Accepted</span></span>
#<span style="font-family:Times New Roman,Times,serif;"><span style="font-size:medium;">Haoyang Chen and etc. Towards Emotional Insights in Art: A Knowledge-Driven Framework Integrating Artistic Emotion Knowledge into Vision Language Models. In '''''Proceedings of IJCNN 2025''''', Accepted</span></span>
#<span style="font-family:Times New Roman,Times,serif;"><span style="font-size:medium;">Changhong Xia and etc. step-Aware Confidence Estimation in Natural Language Reasoning. In '''''Proceedings of IJCNN 2025''''', Accepted</span></span>
#<span style="font-family:Times New Roman,Times,serif;"><span style="font-size:medium;">Shuwei Qian and etc. TIMM: A Type-Induced Missing-aware Mixture-of-Experts Model for Imputing Missing Modalities . In '''''Proceedings of IJCNN 2025''''', Accepted</span></span>
#<span style="font-family:Times New Roman,Times,serif;"><span style="font-size:medium;">Shuangjie Li, etc. Graph Neural Networks with Coarse- and Fine-Grained Division for Mitigating Label Sparsity and Noise Learning Systems. '''''Neural Networks'''''[J], Accepted</span></span>
#<span style="font-family:Times New Roman,Times,serif;"><span style="font-size:medium;">Changfeng Ma, Ran Bi, Jie Guo, Chongjun Wang, Yanwen Guo. Sparse Point Cloud Patches Rendering via Splitting 2D Gaussians. In '''''Proceedings of CVPR 2025''''', Accepted</span></span>
#<span style="font-family:Times New Roman,Times,serif;"><span style="font-size:medium;">Jie Zhang, Yirong Yao, Wei He, Yiqun Niu, Chongjun Wang. Regret Optimization Experience Replay in Off-policy Reinforcement Learning.</span></span><span style="font-family:Times New Roman,Times,serif;"><span style="font-size:medium;"> In '''''Proceedings of ICASSP 2025''''', Accepted</span></span>
#<span style="font-family:Times New Roman,Times,serif;"><span style="font-size:medium;">QIang Qiang He, Shu Wei Qian, Jie Zhang, Chongjun Wang. Inference Retrieval-Augmented Multi-Modal Chain-of-Thoughts Reasoning for Language Models.</span></span> <span style="font-family:Times New Roman,Times,serif;"><span style="font-size:medium;">In '''''Proceedings of ICASSP 2025''''', Accepted</span></span>
#<span style="font-family:Times New Roman,Times,serif;"><span style="font-size:medium;">Baoming Zhang, MingCai Chen, Jianqing Song, Shuangjie Li, Jie Zhang, Chongjun Wang. Normalize then Propagate: Efficient Homophilous Regularization for Few-shot Semi-Supervised Node Classification. In '''''Proceedings of AAAI 2025''''', Accepted</span></span>
#<span style="font-size:medium;"><span style="font-family:Times New Roman,Times,serif;">MingCai Chen, Yuntao Du., Wenyu Jiang, Baoming Zhang, Shuai Feng, Yi Xin, Chongjun Wang. Robust Logit Adjustment for Learning with Long-Tailed Noisy Data</span></span><span style="font-size:medium;"><span style="font-family:Times New Roman,Times,serif;">. </span></span><span style="font-family:Times New Roman,Times,serif;"><span style="font-size:medium;">In '''''Proceedings of AAAI 2025''''', Accepted</span></span>
#<span style="font-family:Times New Roman,Times,serif;"><span style="font-size:medium;">Yuntao Du, Siqi Luo, yi Xin, MingCai Chen, Shuai Feng, Mujie Zhang, Chongjun Wang. Multi-source Fully Test-Time Adaptation[J]. '''Neural Networks''', 2025(181): 106661</span></span>
<p style="text-align:center"><span style="font-family:Times New Roman,Times,serif"><span style="font-size:larger">2024</span></span></p>
#<span style="font-family:Times New Roman,Times,serif;"><span style="font-size:medium;">Song J., etc. Similarity-Navigated Conformal Prediction for Graph Neural Networks. In '''''Proceedings of NIPS 2024''''', Accepted</span></span>
#<span style="font-family:Times New Roman,Times,serif;"><span style="font-size:medium;">Zhang J., etc. Shapley-Optimized Reinforcement Learning for Human-Machine Collaboration Policy. In '''''Proceedings of '''''<b>''DASFAA 2024''</b>, Accepted</span></span>
#<span style="font-family:Times New Roman,Times,serif;"><span style="font-size:medium;">Guo M., etc. SMILE: Spiking Multi-modal Interactive Label-guided Enhancement Network for Emotion Recognition. In '''''Proceedings of ICME 2024''''', Accepted</span></span>
#<span style="font-family:Times New Roman,Times,serif;"><span style="font-size:medium;">Liu Z., Xia C., He W., Wang C. Trustworthiness and Self-awareness in Large Language Models: An Exploration through the Think-Solve-Verify Framework. In '''''Proceedings of '''''<i>'''Coling'''</i>''''' 2024: 16855-16866'''''</span></span>
#<span style="font-family:Times New Roman,Times,serif;"><span style="font-size:medium;">Liu Z., Qian S., Xia C., Wang C. '''Are Transformer-based Models More Robust than CNN-based Models?'''. '''Neural Networks''', 2024,172: 106091</span></span>